18002@AAAI

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#1 KAAPA: Knowledge Aware Answers from PDF Analysis [PDF] [Copy] [Kimi]

Authors: Nicolas Fauceglia ; Mustafa Canim ; Alfio Gliozzo ; Jennifer J Liang ; Nancy Xin Ru Wang ; Douglas Burdick ; Nandana Mihindukulasooriya ; Vittorio Castelli ; Guy Feigenblat ; David Konopnicki ; Yannis Katsis ; Radu Florian ; Yunyao Li ; Salim Roukos ; Avirup Sil

We present KaaPa (Knowledge Aware Answers from Pdf Analysis), an integrated solution for machine reading comprehension over both text and tables extracted from PDFs. KaaPa enables interactive question refinement using facets generated from an automatically induced Knowledge Graph. In addition it provides a concise summary of the supporting evidence for the provided answers by aggregating information across multiple sources. KaaPa can be applied consistently to any collection of documents in English with zero domain adaptation effort. We showcase the use of KaaPa for QA on scientific literature using the COVID-19 Open Research Dataset.